FairFML: A Unified Approach to Algorithmic Fair Federated Learning with Applications to Reducing Gender Disparities in Cardiac Arrest Outcomes

Siqi Li 0004, Qiming Wu 0001, Xin Li 0079, Di Miao, Chuan Hong, Wenjun Gu, Yilin Ning, Yuqing Shang, Nan Liu 0003. FairFML: A Unified Approach to Algorithmic Fair Federated Learning with Applications to Reducing Gender Disparities in Cardiac Arrest Outcomes. In Mowafa S. Househ, Zain Ul Abideen Tariq, Mahmood Al-Zubaidi, Uzair Shah, Elaine Huesing, editors, MEDINFO 2025 - Healthcare Smart × Medicine Deep - Proceedings of the 20th World Congress on Medical and Health Informatics, Taipei, Taiwan, 9-13 August 2025. Volume 329 of Studies in Health Technology and Informatics, pages 1848-1849, IOS Press, 2025. [doi]